{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets.samples_generator import make_blobs\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import calinski_harabasz_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 聚类算法：无监督学习算法（没有目标值）\n",
    "# 创建数据\n",
    "# x为样本特征，y为样本簇类别，make_blobs内参数分别为：1000个样本，每个样本2个特征，每个簇的中心，\n",
    "# 随机数种子，每个簇的方差\n",
    "x, y = make_blobs(n_samples=1000, n_features=2, centers=[[-1, -1], [0, 0], [1, 1], [2, 2]],\n",
    "                 random_state=9, cluster_std=[0.4, 0.1, 0.1, 0.1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘图方法一\n",
    "# plt.figure(figsize=(20, 8), dpi=100)\n",
    "# 创建图像并展示\n",
    "# plt.scatter(x[:, 0], x[:, 1])\n",
    "# plt.xticks(fontsize=15, color='w')\n",
    "# plt.yticks(fontsize=15, color='w')\n",
    "\n",
    "# 绘图方法二\n",
    "plt.style.use('seaborn-darkgrid')\n",
    "plt.rc('font', size=20)\n",
    "plt.rc('figure', figsize=(20, 8), dpi=100)\n",
    "plt.scatter(x[:, 0], x[:, 1])\n",
    "\n",
    "# 公共代码\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3372.714507958523\n"
     ]
    }
   ],
   "source": [
    "# 使用k-means方法进行聚类，并用你CH方法进行评估，分两类时\n",
    "estimator = KMeans(n_clusters=2)\n",
    "y_pre = estimator.fit_predict(x)\n",
    "\n",
    "# 查看聚类效果\n",
    "plt.scatter(x[:, 0], x[:, 1], c=y_pre)\n",
    "plt.show()\n",
    "\n",
    "print(calinski_harabasz_score(x, y_pre))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3301.6519547221246\n"
     ]
    }
   ],
   "source": [
    "# 使用k-means方法进行聚类，并用你CH方法进行评估，分三类时\n",
    "estimator = KMeans(n_clusters=3)\n",
    "y_pre = estimator.fit_predict(x)\n",
    "\n",
    "# 查看聚类效果\n",
    "plt.scatter(x[:, 0], x[:, 1], c=y_pre)\n",
    "plt.show()\n",
    "\n",
    "print(calinski_harabasz_score(x, y_pre))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9158.569564374102\n"
     ]
    }
   ],
   "source": [
    "# 使用k-means方法进行聚类，并用你CH方法进行评估，分四类时\n",
    "estimator = KMeans(n_clusters=4)\n",
    "y_pre = estimator.fit_predict(x)\n",
    "\n",
    "# 查看聚类效果\n",
    "plt.scatter(x[:, 0], x[:, 1], c=y_pre)\n",
    "plt.show()\n",
    "\n",
    "print(calinski_harabasz_score(x, y_pre))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
